{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# k-Nearest Neighbor (kNN) 练习\n",
    "\n",
    "*完成并连同作业上交你完整的工作表(包括其输出及工作表外的任何支持代码)，更多详情请参见课程网站上的[作业页面](http://vision.stanford.edu/teaching/cs231n/assignments.html)。*\n",
    "\n",
    "kNN分类器分为两个阶段:\n",
    "\n",
    "- 在训练过程中，分类器获取训练数据并简单地记住它\n",
    "- 在测试过程中，kNN将每个测试图像与所有的训练图像进行比较，并将k个最相似的训练实例的标签进行转移，从而对每个测试图像进行分类\n",
    "- k的值是交叉验证的\n",
    "\n",
    "在本练习中，您将实现这些步骤并了解基本的图像分类管道、交叉验证，并熟练地编写高效的向量化代码。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run some setup code for this notebook.\n",
    "\n",
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n",
    "# rather than in a new window.\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (12.0, 9.0) # 设置图像大小\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# Some more magic so that the notebook will reload external python modules;\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (50000, 32, 32, 3)\n",
      "Training labels shape:  (50000,)\n",
      "Test data shape:  (10000, 32, 32, 3)\n",
      "Test labels shape:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "# Load the raw CIFAR-10 data.\n",
    "cifar10_dir = 'cs231n\\\\datasets\\\\cifar-10-batches-py'   #注意在不同系统中路径表示\n",
    "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "\n",
    "# As a sanity check, we print out the size of the training and test data.\n",
    "print ('Training data shape: ', X_train.shape)\n",
    "print ('Training labels shape: ', y_train.shape)\n",
    "print ('Test data shape: ', X_test.shape)\n",
    "print ('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x648 with 100 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize some examples from the dataset.\n",
    "# We show a few examples of training images from each class.\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "num_classes = len(classes)\n",
    "samples_per_class = 10      #展示个数可以自定\n",
    "for y, cls in enumerate(classes):\n",
    "    idxs = np.flatnonzero(y_train == y)\n",
    "    idxs = np.random.choice(idxs, samples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt_idx = i * num_classes + y + 1\n",
    "        plt.subplot(samples_per_class, num_classes, plt_idx)\n",
    "        plt.imshow(X_train[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Subsample the data for more efficient code execution in this exercise\n",
    "num_training = 5000\n",
    "mask = range(num_training)\n",
    "X_train = X_train[mask]\n",
    "y_train = y_train[mask]\n",
    "\n",
    "num_test = 500\n",
    "mask = range(num_test)\n",
    "X_test = X_test[mask]\n",
    "y_test = y_test[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 3072) (500, 3072)\n"
     ]
    }
   ],
   "source": [
    "# Reshape the image data into rows\n",
    "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n",
    "print (X_train.shape, X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cs231n.classifiers import KNearestNeighbor\n",
    "\n",
    "# Create a kNN classifier instance. \n",
    "# Remember that training a kNN classifier is a noop: \n",
    "# the Classifier simply remembers the data and does no further processing \n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们现在想用kNN分类器对测试数据进行分类。我们可以把这个过程分成两个步骤:\n",
    "1. 首先，我们必须计算所有测试样例和所有训练样例之间的距离。\n",
    "2. 给定这些距离，对于每个测试示例，我们找到k个最近的示例，并让它们为标签投票\n",
    "让我们从计算所有训练和测试示例之间的距离矩阵开始。例如，如果用**Ntr**代表训练示例和**Nte**代表测试示例，则此阶段将生成一个**Nte x Ntr**矩阵，其中每个元素(i,j)是第i个测试和第j个训练示例之间的距离。\n",
    "首先,打开`cs231n/classifiers/k_nearest_neighbor.py` ，并实现函数`compute_distances_two_loops`，该函数对所有对(test, train) 示例使用(非常低效的)双循环，并一次计算一个元素的距离矩阵。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 5000)\n"
     ]
    }
   ],
   "source": [
    "# Open cs231n/classifiers/k_nearest_neighbor.py and implement\n",
    "# compute_distances_two_loops.\n",
    "\n",
    "# Test your implementation:\n",
    "dists = classifier.compute_distances_two_loops(X_test)\n",
    "print (dists.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can visualize the distance matrix: each row is a single test example and\n",
    "# its distances to training examples\n",
    "plt.imshow(dists, interpolation='none')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Inline Question #1:** 注意距离矩阵中的结构化模式，其中一些行或列更亮。(注意，在默认的配色方案中，黑色表示低距离，白色表示高距离。)\n",
    "- 数据中那些明显明亮的行背后的原因是什么?\n",
    "- 是什么导致了这些列?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Your Answer**: *fill this in.*\n",
    "1. 测试数据和原始距离偏差很大，可能是异常值\n",
    "2. 训练数据中有异常值，坏点\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "# Now implement the function predict_labels and run the code below:\n",
    "# We use k = 1 (which is Nearest Neighbor).\n",
    "y_test_pred = classifier.predict_labels(dists, k=1)\n",
    "\n",
    "# Compute and print the fraction of correctly predicted examples\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print ('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "你应该期望看到大约`27%`的准确率。现在让我们尝试一个更大的`k`，比如`k = 5`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 139 / 500 correct => accuracy: 0.278000\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = classifier.predict_labels(dists, k=5)\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print ('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "你应该期望看到比`k = 1`稍微好一点的性能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now lets speed up distance matrix computation by using partial vectorization\n",
    "# with one loop. Implement the function compute_distances_one_loop and run the\n",
    "# code below:\n",
    "dists_one = classifier.compute_distances_one_loop(X_test)\n",
    "\n",
    "# To ensure that our vectorized implementation is correct, we make sure that it\n",
    "# agrees with the naive implementation. There are many ways to decide whether\n",
    "# two matrices are similar; one of the simplest is the Frobenius norm. In case\n",
    "# you haven't seen it before, the Frobenius norm of two matrices is the square\n",
    "# root of the squared sum of differences of all elements; in other words, reshape\n",
    "# the matrices into vectors and compute the Euclidean distance between them.\n",
    "difference = np.linalg.norm(dists - dists_one, ord='fro')\n",
    "print ('Difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "  print ('Good! The distance matrices are the same')\n",
    "else:\n",
    "  print ('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now implement the fully vectorized version inside compute_distances_no_loops\n",
    "# and run the code\n",
    "dists_two = classifier.compute_distances_no_loops(X_test)\n",
    "\n",
    "# check that the distance matrix agrees with the one we computed before:\n",
    "difference = np.linalg.norm(dists - dists_two, ord='fro')\n",
    "print ('Difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "  print ('Good! The distance matrices are the same')\n",
    "else:\n",
    "  print ('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's compare how fast the implementations are\n",
    "def time_function(f, *args):\n",
    "  \"\"\"\n",
    "  Call a function f with args and return the time (in seconds) that it took to execute.\n",
    "  \"\"\"\n",
    "  import time\n",
    "  tic = time.time()\n",
    "  f(*args)\n",
    "  toc = time.time()\n",
    "  return toc - tic\n",
    "\n",
    "two_loop_time = time_function(classifier.compute_distances_two_loops, X_test)\n",
    "print ('Two loop version took %f seconds' % two_loop_time)\n",
    "\n",
    "one_loop_time = time_function(classifier.compute_distances_one_loop, X_test)\n",
    "print ('One loop version took %f seconds' % one_loop_time)\n",
    "\n",
    "no_loop_time = time_function(classifier.compute_distances_no_loops, X_test)\n",
    "print ('No loop version took %f seconds' % no_loop_time)\n",
    "\n",
    "# you should see significantly faster performance with the fully vectorized implementation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 交叉验证\n",
    "我们已经实现了k近邻分类器，但是我们随意设置了k = 5的值。现在我们将通过交叉验证来确定这个超参数的最佳值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_folds = 10\n",
    "k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n",
    "\n",
    "X_train_folds = []\n",
    "y_train_folds = []\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Split up the training data into folds. After splitting, X_train_folds and    #\n",
    "# y_train_folds should each be lists of length num_folds, where                #\n",
    "# y_train_folds[i] is the label vector for the points in X_train_folds[i].     #\n",
    "# Hint: Look up the numpy array_split function.                                #\n",
    "################################################################################\n",
    "X_train_folds = np.array_split(X_train, num_folds)\n",
    "y_train_folds = np.array_split(y_train, num_folds)\n",
    "################################################################################\n",
    "#                                 END OF YOUR CODE                             #\n",
    "################################################################################\n",
    "\n",
    "# A dictionary holding the accuracies for different values of k that we find\n",
    "# when running cross-validation. After running cross-validation,\n",
    "# k_to_accuracies[k] should be a list of length num_folds giving the different\n",
    "# accuracy values that we found when using that value of k.\n",
    "k_to_accuracies = {}\n",
    "\n",
    "\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Perform k-fold cross validation to find the best value of k. For each        #\n",
    "# possible value of k, run the k-nearest-neighbor algorithm num_folds times,   #\n",
    "# where in each case you use all but one of the folds as training data and the #\n",
    "# last fold as a validation set. Store the accuracies for all fold and all     #\n",
    "# values of k in the k_to_accuracies dictionary.                               #\n",
    "################################################################################\n",
    "for k in k_choices:\n",
    "    accuracies = []\n",
    "    for j in range(num_folds):\n",
    "        X_v = X_train_folds[j]\n",
    "        y_v = y_train_folds[j]\n",
    "        X_tr = np.vstack(X_train_folds[0:j] + X_train_folds[j+1:])\n",
    "        y_tr = np.hstack(y_train_folds[0:j] + y_train_folds[j+1:])\n",
    "        \n",
    "        classifier.train(X_tr, y_tr)\n",
    "        dists = classifier.compute_distances_no_loops(X_v)\n",
    "        y_test_pred = classifier.predict_labels(dists, k)\n",
    "        num_correct = np.sum(y_test_pred == y_v)\n",
    "        accuracies.append(float(num_correct) * num_folds / num_training)\n",
    "        k_to_accuracies[k] = accuracies\n",
    "################################################################################\n",
    "#                                 END OF YOUR CODE                             #\n",
    "################################################################################\n",
    "\n",
    "# Print out the computed accuracies\n",
    "for k in sorted(k_to_accuracies):\n",
    "    for accuracy in k_to_accuracies[k]:\n",
    "        print ('k = %d, accuracy = %f' % (k, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot the raw observations\n",
    "for k in k_choices:\n",
    "  accuracies = k_to_accuracies[k]\n",
    "  plt.scatter([k] * len(accuracies), accuracies)\n",
    "\n",
    "# plot the trend line with error bars that correspond to standard deviation\n",
    "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "plt.errorbar(k_choices, accuracies_mean, yerr=accuracies_std)\n",
    "plt.title('Cross-validation on k')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Cross-validation accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Based on the cross-validation results above, choose the best value for k,   \n",
    "# retrain the classifier using all the training data, and test it on the test\n",
    "# data. You should be able to get above 28% accuracy on the test data.\n",
    "best_k = 10\n",
    "\n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)\n",
    "y_test_pred = classifier.predict(X_test, k=best_k)\n",
    "\n",
    "# Compute and display the accuracy\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print ('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3.7.6 64-bit ('base': conda)",
   "language": "python",
   "name": "python37664bitbaseconda92b0ec200685491790e4a861efae1222"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
